{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mask Generation with OpenCV\n",
    "In the paper they generate irregular masks by using occlusion/dis-occlusion between two consecutive frames of videos, as described in [this paper](https://lmb.informatik.uni-freiburg.de/Publications/2010/Bro10e/sundaram_eccv10.pdf). \n",
    "\n",
    "Instead we'll simply be using OpenCV to generate some irregular masks, which will hopefully perform just as well. We've implemented this in the function `random_mask`, which is located in the `util.py` file int he libs directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from libs.util import random_mask\n",
    "\n",
    "# from libs.util import random_mask_rectangles\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us review of the code of this function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "??random_mask\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's create some output samples with this function to see what it does"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the results\n",
    "_, axes = plt.subplots(5, 5, figsize=(20, 20))\n",
    "axes = list(itertools.chain.from_iterable(axes))\n",
    "\n",
    "for i in range(len(axes)):\n",
    "    \n",
    "    # Generate image\n",
    "    img = random_mask(512, 512)\n",
    "    \n",
    "    # Plot image on axis\n",
    "    axes[i].imshow(img*255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_nonblack_np(img):\n",
    "    \"\"\"Return the number of pixels in img that are not black.\n",
    "    img must be a Numpy array with colour values along the last axis.\n",
    "\n",
    "    \"\"\"\n",
    "    nonblack = img.any(axis=-1).sum()\n",
    "\n",
    "    percent = nonblack/ (img.shape[0]*img.shape[1]) * 100\n",
    "    return percent\n",
    "\n",
    "def random_mask_rectangles(height, width, channels=3, percent_from=10., percent_to=20., only_rec = True):\n",
    "    \"\"\"Generate the random mask based on percentage of the entire image\n",
    "    \n",
    "    Arguments:\n",
    "        height {int} -- height of the image\n",
    "        width {int} -- width of the image\n",
    "    \n",
    "    Keyword Arguments:\n",
    "        channels {int} -- chanel of the image (default: {3})\n",
    "        percent_from {float} -- how many percent <from> (default: {10.})\n",
    "        percent_to {float} -- how many percent <to> (default: {20.})\n",
    "        only_rec {bool} -- only draw rectangles (default: {True})\n",
    "    \"\"\"        \n",
    "    while True:\n",
    "        img = np.zeros((height, width, channels), np.uint8)\n",
    "\n",
    "\n",
    "        # Draw random rectangles\n",
    "        for _ in range(randint(1, 20)):\n",
    "            x1, x2 = randint(1, width), randint(1, width)\n",
    "            y1, y2 = randint(1, height), randint(1, height)\n",
    "            # thickness = randint(3, size)\n",
    "            thickness = -1\n",
    "            cv2.rectangle(img, (x1,y1), (x2,y2), (1,1,1), thickness)     \n",
    "        \n",
    "        if (only_rec != True): \n",
    "            # Set size scale\n",
    "            size = int((width + height) * 0.03)\n",
    "            if width < 64 or height < 64:\n",
    "                raise Exception(\"Width and Height of mask must be at least 64!\")\n",
    "             \n",
    "            # Draw random lines\n",
    "            for _ in range(randint(1, 10)):\n",
    "                x1, x2 = randint(1, width), randint(1, width)\n",
    "                y1, y2 = randint(1, height), randint(1, height)\n",
    "                thickness = randint(3, size)\n",
    "                cv2.line(img,(x1,y1),(x2,y2),(1,1,1),thickness)\n",
    "                \n",
    "            # Draw random circles\n",
    "            for _ in range(randint(1, 10)):\n",
    "                x1, y1 = randint(1, width), randint(1, height)\n",
    "                radius = randint(3, size)\n",
    "                cv2.circle(img,(x1,y1),radius,(1,1,1), -1)\n",
    "                \n",
    "            # Draw random ellipses\n",
    "            for _ in range(randint(1, 10)):\n",
    "                x1, y1 = randint(1, width), randint(1, height)\n",
    "                s1, s2 = randint(1, width), randint(1, height)\n",
    "                a1, a2, a3 = randint(3, 180), randint(3, 180), randint(3, 180)\n",
    "                thickness = randint(3, size)\n",
    "                cv2.ellipse(img, (x1,y1), (s1,s2), a1, a2, a3,(1,1,1), thickness)\n",
    "\n",
    "\n",
    "        if (percent_from <= count_nonblack_np(img) < percent_to):\n",
    "            print (\"percent: \", count_nonblack_np(img))\n",
    "            break\n",
    "        \n",
    "    return 1-img\n",
    "\n",
    "from random import randint\n",
    "import itertools\n",
    "import numpy as np\n",
    "import cv2\n",
    "import numpy as np\n",
    "img = np.zeros((512, 512, 3), np.uint8)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "percent:  53.0693054199\n",
      "percent:  55.7994842529\n",
      "percent:  57.0278167725\n",
      "percent:  59.3769073486\n",
      "percent:  51.1455535889\n",
      "percent:  53.3710479736\n",
      "percent:  51.0841369629\n",
      "percent:  52.6187896729\n",
      "percent:  59.118270874\n",
      "percent:  58.0284118652\n",
      "percent:  52.6290893555\n",
      "percent:  54.3888092041\n",
      "percent:  56.8927764893\n",
      "percent:  53.4561157227\n",
      "percent:  56.2133789063\n",
      "percent:  51.944732666\n",
      "percent:  53.0776977539\n",
      "percent:  57.7068328857\n",
      "percent:  51.3961791992\n",
      "percent:  56.5731048584\n",
      "percent:  54.2869567871\n",
      "percent:  54.0897369385\n",
      "percent:  54.9751281738\n",
      "percent:  59.0766906738\n",
      "percent:  52.7317047119\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_nonblack_np(img)\n",
    "# Plot the results\n",
    "_, axes = plt.subplots(5, 5, figsize=(20, 20))\n",
    "axes = list(itertools.chain.from_iterable(axes))\n",
    "\n",
    "for i in range(len(axes)):\n",
    "    \n",
    "    # Generate image\n",
    "    img = random_mask_rectangles(512, 512,3, 50, 60, False)\n",
    "    \n",
    "    # Plot image on axis\n",
    "    axes[i].imshow(img*255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "??random_mask_rectangles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n",
      "0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## calculate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Available line magics:\n",
       "%alias  %alias_magic  %autocall  %automagic  %autosave  %bookmark  %cd  %clear  %cls  %colors  %config  %connect_info  %copy  %ddir  %debug  %dhist  %dirs  %doctest_mode  %echo  %ed  %edit  %env  %gui  %hist  %history  %killbgscripts  %ldir  %less  %load  %load_ext  %loadpy  %logoff  %logon  %logstart  %logstate  %logstop  %ls  %lsmagic  %macro  %magic  %matplotlib  %mkdir  %more  %notebook  %page  %pastebin  %pdb  %pdef  %pdoc  %pfile  %pinfo  %pinfo2  %popd  %pprint  %precision  %profile  %prun  %psearch  %psource  %pushd  %pwd  %pycat  %pylab  %qtconsole  %quickref  %recall  %rehashx  %reload_ext  %ren  %rep  %rerun  %reset  %reset_selective  %rmdir  %run  %save  %sc  %set_env  %store  %sx  %system  %tb  %time  %timeit  %unalias  %unload_ext  %who  %who_ls  %whos  %xdel  %xmode\n",
       "\n",
       "Available cell magics:\n",
       "%%!  %%HTML  %%SVG  %%bash  %%capture  %%cmd  %%debug  %%file  %%html  %%javascript  %%js  %%latex  %%markdown  %%perl  %%prun  %%pypy  %%python  %%python2  %%python3  %%ruby  %%script  %%sh  %%svg  %%sx  %%system  %%time  %%timeit  %%writefile\n",
       "\n",
       "Automagic is ON, % prefix IS NOT needed for line magics."
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This will list all magic commands\n",
    "%lsmagic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "axes\t i\t img\t itertools\t matplotlib\t plt\t random_mask\t \n"
     ]
    }
   ],
   "source": [
    "%who\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
